Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans?

23 November 2022

Papers citing "Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans?"

43 / 43 papers shown

Title
Model Cascading: Towards Jointly Improving Efficiency and Accuracy of NLP Systems Neeraj Varshney Chitta Baral 46 28 0 11 Oct 2022
A Study on the Efficiency and Generalization of Light Hybrid Retrievers Man Luo Shashank Jain Anchit Gupta Arash Einolghozati Barlas Oğuz Debojeet Chatterjee Xilun Chen Chitta Baral Peyman Heidari VLM 74 8 0 04 Oct 2022
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization Zheng Li Zijian Wang Ming Tan Ramesh Nallapati Parminder Bhatia Andrew O. Arnold Bing Xiang Dan Roth MQ 47 44 0 21 Mar 2022
Compression of Generative Pre-trained Language Models via Quantization Chaofan Tao Lu Hou Wei Zhang Lifeng Shang Xin Jiang Qun Liu Ping Luo Ngai Wong MQ 62 104 0 21 Mar 2022
ILDAE: Instance-Level Difficulty Analysis of Evaluation Data Neeraj Varshney Swaroop Mishra Chitta Baral 55 17 0 07 Mar 2022
Investigating Selective Prediction Approaches Across Several Tasks in IID, OOD, and Adversarial Settings Neeraj Varshney Swaroop Mishra Chitta Baral 83 56 0 01 Mar 2022
Unsupervised Natural Language Inference Using PHL Triplet Generation Neeraj Varshney Pratyay Banerjee Tejas Gokhale Chitta Baral 44 9 0 16 Oct 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 239 105 0 19 Sep 2021
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering Siddhant Garg Alessandro Moschitti 55 27 0 14 Sep 2021
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models Elad Ben-Zaken Shauli Ravfogel Yoav Goldberg 165 1,223 0 18 Jun 2021
Efficient Passage Retrieval with Hashing for Open-domain Question Answering Ikuya Yamada Akari Asai Hannaneh Hajishirzi MQ 63 80 0 02 Jun 2021
PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them Patrick Lewis Yuxiang Wu Linqing Liu Pasquale Minervini Heinrich Küttler Aleksandra Piktus Pontus Stenetorp Sebastian Riedel RALM 103 234 0 13 Feb 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 240 4,254 0 01 Jan 2021
A Memory Efficient Baseline for Open Domain Question Answering Gautier Izacard Fabio Petroni Lucas Hosseini Nicola De Cao Sebastian Riedel Edouard Grave MQ 61 44 0 30 Dec 2020
Learning Dense Representations of Phrases at Scale Jinhyuk Lee Mujeen Sung Jaewoo Kang Danqi Chen RALM DML NAI 66 122 0 23 Dec 2020
Parameter-Efficient Transfer Learning with Diff Pruning Demi Guo Alexander M. Rush Yoon Kim 79 400 0 14 Dec 2020
Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search Gyuwan Kim Kyunghyun Cho 74 96 0 14 Oct 2020
SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching Retrieval Tiancheng Zhao Xiaopeng Lu Kyusong Lee RALM 73 87 0 28 Sep 2020
TernaryBERT: Distillation-aware Ultra-low Bit BERT Wei Zhang Lu Hou Yichun Yin Lifeng Shang Xiao Chen Xin Jiang Qun Liu MQ 88 210 0 27 Sep 2020
Towards Improving Selective Prediction Ability of NLP Systems Neeraj Varshney Swaroop Mishra Chitta Baral 46 23 0 21 Aug 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 122 1,173 0 02 Jul 2020
Selective Question Answering under Domain Shift Amita Kamath Robin Jia Percy Liang OOD 44 212 0 16 Jun 2020
DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference Ji Xin Raphael Tang Jaejun Lee Yaoliang Yu Jimmy J. Lin 61 374 0 27 Apr 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 136 1,370 0 27 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 195 3,762 0 10 Apr 2020
DynaBERT: Dynamic BERT with Adaptive Width and Depth Lu Hou Zhiqi Huang Lifeng Shang Xin Jiang Xiao Chen Qun Liu MQ 79 322 0 08 Apr 2020
How Much Knowledge Can You Pack Into the Parameters of a Language Model? Adam Roberts Colin Raffel Noam M. Shazeer KELM 107 890 0 10 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 132 2,102 0 10 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 346 1,615 0 21 Jan 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 424 20,181 0 23 Oct 2019
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 205 119 0 15 Oct 2019
Structured Pruning of Large Language Models Ziheng Wang Jeremy Wohlwend Tao Lei 52 290 0 10 Oct 2019
TinyBERT: Distilling BERT for Natural Language Understanding Xiaoqi Jiao Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Linlin Li F. Wang Qun Liu VLM 105 1,860 0 23 Sep 2019
A Discrete Hard EM Approach for Weakly Supervised Question Answering Sewon Min Danqi Chen Hannaneh Hajishirzi Luke Zettlemoyer 75 163 0 11 Sep 2019
BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark Minh-Thang Luong Urvashi Khandelwal Christopher D. Manning Quoc V. Le 62 230 0 10 Jul 2019
Unsupervised Question Answering by Cloze Translation Patrick Lewis Ludovic Denoyer Sebastian Riedel 44 139 0 12 Jun 2019
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question Answering Rajarshi Das Shehzaad Dhuliawala Manzil Zaheer Andrew McCallum RALM LRM 47 164 0 14 May 2019
Improved Knowledge Distillation via Teacher Assistant Seyed Iman Mirzadeh Mehrdad Farajtabar Ang Li Nir Levine Akihiro Matsukawa H. Ghasemzadeh 98 1,075 0 09 Feb 2019
Parameter-Efficient Transfer Learning for NLP N. Houlsby A. Giurgiu Stanislaw Jastrzebski Bruna Morrone Quentin de Laroussilhe Andrea Gesmundo Mona Attariyan Sylvain Gelly 210 4,460 0 02 Feb 2019
Ranking Paragraphs for Improving Answer Recall in Open-Domain Question Answering Jinhyuk Lee Seongjun Yun Hyunjae Kim Miyoung Ko Jaewoo Kang RALM 46 88 0 01 Oct 2018
Adaptive Document Retrieval for Deep Question Answering Bernhard Kratzwald Stefan Feuerriegel 44 52 0 20 Aug 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 207 2,654 0 09 May 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 112 2,015 0 31 Mar 2017